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Nowadays, developers often turn to Stack Overflow for solutions to daily problems, however, these code snippets are partial code that cannot be tested and verified properly. One way to test these code snippets is to transform them into APIs…

Software Engineering · Computer Science 2025-04-22 Yubo Mai , Zhipeng Gao , Xing Hu , Lingfeng Bao , Jingyuan Chen , Jianling Sun

This paper shows how authority files can be encoded for the Semantic Web with the Simple Knowledge Organisation System (SKOS). In particular the application of SKOS for encoding the structure, management, and utilization of country codes as…

Information Retrieval · Computer Science 2008-01-28 Jakob Voss

Spellchecking is one of the most fundamental and widely used search features. Correcting incorrectly spelled user queries not only enhances the user experience but is expected by the user. However, most widely available spellchecking…

Computation and Language · Computer Science 2024-04-16 Sanat Sharma , Josep Valls-Vargas , Tracy Holloway King , Francois Guerin , Chirag Arora

"Look before you leap"; "a stitch in time saves nine"; "more haste, less speed". Many proverbs declare the wisdom of planning before doing. We suggest how to apply this to Excel, by explaining and specifying spreadsheets before coding them,…

Software Engineering · Computer Science 2009-08-11 Jocelyn Paine

Semantic code search is the task of retrieving a code snippet given a textual description of its functionality. Recent work has been focused on using similarity metrics between neural embeddings of text and code. However, current language…

Machine Learning · Computer Science 2022-11-08 Shushan Arakelyan , Anna Hakhverdyan , Miltiadis Allamanis , Luis Garcia , Christophe Hauser , Xiang Ren

We present CodeNav, an LLM agent that navigates and leverages previously unseen code repositories to solve user queries. In contrast to tool-use LLM agents that require ``registration'' of all relevant tools via manual descriptions within…

Artificial Intelligence · Computer Science 2024-06-19 Tanmay Gupta , Luca Weihs , Aniruddha Kembhavi

Code retrieval aims to find relevant code snippets matching natural language queries within massive codebases, playing a vital role in software development. Recent advances leverage PLMs to bridge the semantic gap between natural language…

Software Engineering · Computer Science 2026-05-19 Yixuan Li , Xinyi Liu , Weidong Yang , Ben Fei , Shuhao Li , Mingjie Zhou , Lipeng Ma

The objectives of this work are cross-modal text-audio and audio-text retrieval, in which the goal is to retrieve the audio content from a pool of candidates that best matches a given written description and vice versa. Text-audio retrieval…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-11 A. Sophia Koepke , Andreea-Maria Oncescu , João F. Henriques , Zeynep Akata , Samuel Albanie

Domain-specific languages (DSLs) are integral to various software workflows. Such languages offer domain-specific optimizations and abstractions that improve code readability and maintainability. However, leveraging these languages requires…

Programming Languages · Computer Science 2024-06-06 Sahil Bhatia , Jie Qiu , Niranjan Hasabnis , Sanjit A. Seshia , Alvin Cheung

Given a closed-source program, such as most of proprietary software and viruses, binary code analysis is indispensable for many tasks, such as code plagiarism detection and malware analysis. Today, source code is very often compiled for…

Cryptography and Security · Computer Science 2018-12-27 Kimberly Redmond , Lannan Luo , Qiang Zeng

Programmers currently enjoy access to a very high number of code repositories and libraries of ever increasing size. The ensuing potential for reuse is however hampered by the fact that searching within all this code becomes an increasingly…

Programming Languages · Computer Science 2016-08-09 Isabel Garcia-Contreras , Jose F. Morales , Manuel V. Hermenegildo

Teaching language models to use search tools is not only a question of whether they search, but also of whether they issue good queries. This is especially important in open-domain question answering, where broad or copied queries often…

Artificial Intelligence · Computer Science 2026-05-15 Jinchao Hu , Meizhi Zhong , Kehai Chen , Min Zhang

In today's software world with its cornucopia of reusable software libraries, when a programmer is faced with a programming task that they suspect can be completed through the use of a library, they often look for code examples using a…

Software Engineering · Computer Science 2021-10-08 Geert Heyman , Rafael Huysegems , Pascal Justen , Tom Van Cutsem

To obtain code snippets for reuse, programmers prefer to search for related documents, e.g., blogs or Q&A, instead of code itself. The major reason is due to the semantic diversity and mismatch between queries and code snippets. Deep…

Software Engineering · Computer Science 2020-08-18 Zhensu Sun , Yan Liu , Chen Yang , Yu Qian

There are two major approaches for sequence labeling. One is the probabilistic gradient-based methods such as conditional random fields (CRF) and neural networks (e.g., RNN), which have high accuracy but drawbacks: slow training, and no…

Machine Learning · Computer Science 2018-11-20 Xu Sun , Shuming Ma , Yi Zhang , Xuancheng Ren

Parallel corpora are a valuable resource for machine translation, but at present their availability and utility is limited by genre- and domain-specificity, licensing restrictions, and the basic difficulty of locating parallel texts in all…

cmp-lg · Computer Science 2007-05-23 Philip Resnik

Stack Overflow is the most popular Q&A website among software developers. As a platform for knowledge sharing and acquisition, the questions posted in Stack Overflow usually contain a code snippet. Stack Overflow relies on users to properly…

Software Engineering · Computer Science 2018-09-24 Kamel Alreshedy , Dhanush Dharmaretnam , Daniel M. German , Venkatesh Srinivasan , T. Aaron Gulliver

For complex data types such as multimedia, traditional data management methods are not suitable. Instead of attribute matching approaches, access methods based on object similarity are becoming popular. Recently, this resulted in an…

Databases · Computer Science 2012-04-06 Petra Budikova , Michal Batko , Pavel Zezula

Single Page Applications (SPAs) are different than hypertext-based web applications in that their workflow is not defined by explicit links, but rather implicitly by changes of their widgets' states. The workflow may hence be hard to track.…

Software Engineering · Computer Science 2020-05-13 Gefei Zhang

Dataflow visualization systems enable flexible visual data exploration by allowing the user to construct a dataflow diagram that composes query and visualization modules to specify system functionality. However learning dataflow diagram…

Human-Computer Interaction · Computer Science 2019-10-08 Bowen Yu , Claudio T. Silva